IDEAS home Printed from https://ideas.repec.org/a/eee/touman/v63y2017icp368-382.html
   My bibliography  Save this article

Complexity traits and dynamics of tourism destinations

Author

Listed:
  • Sainaghi, Ruggero
  • Baggio, Rodolfo

Abstract

This paper is rooted in network science and contributes to filling two gaps, developing multiple case studies in order i) to measure the complex structure of tourism destination and ii) to explore its evolution over time, by mapping turning points. The findings put forward ten new analyses, allowing the research team to test two hypotheses: i) concerning the complex structure, the tendency of tourism destinations to remain far from the chaos threshold, ii) concerning turning points, the ability of different destinations to show also different evolution through time. The paper uses the Horizontal Visibility Graph Algorithm and applies it to a sample of ten tourism destinations in the second leading Italian tourism region per size: Trentino-Alto Adige. Findings confirm both hypotheses. Limitations and research implications are drawn.

Suggested Citation

  • Sainaghi, Ruggero & Baggio, Rodolfo, 2017. "Complexity traits and dynamics of tourism destinations," Tourism Management, Elsevier, vol. 63(C), pages 368-382.
  • Handle: RePEc:eee:touman:v:63:y:2017:i:c:p:368-382
    DOI: 10.1016/j.tourman.2017.07.004
    as

    Download full text from publisher

    File URL: http://www.sciencedirect.com/science/article/pii/S0261517717301553
    Download Restriction: no

    File URL: https://libkey.io/10.1016/j.tourman.2017.07.004?utm_source=ideas
    LibKey link: if access is restricted and if your library uses this service, LibKey will redirect you to where you can use your library subscription to access this item
    ---><---

    References listed on IDEAS

    as
    1. Ranjay Gulati, 1999. "Network location and learning: the influence of network resources and firm capabilities on alliance formation," Strategic Management Journal, Wiley Blackwell, vol. 20(5), pages 397-420, May.
    2. Sainaghi, Ruggero & Phillips, Paul & Zavarrone, Emma, 2017. "Performance measurement in tourism firms: A content analytical meta-approach," Tourism Management, Elsevier, vol. 59(C), pages 36-56.
    3. Minna Halme, 2001. "Learning for sustainable development in tourism networks," Business Strategy and the Environment, Wiley Blackwell, vol. 10(2), pages 100-114, March.
    4. Cuccia, Tiziana & Rizzo, Ilde, 2011. "Tourism seasonality in cultural destinations: Empirical evidence from Sicily," Tourism Management, Elsevier, vol. 32(3), pages 589-595.
    5. Sun, Mei & Wang, Yaqi & Gao, Cuixia, 2016. "Visibility graph network analysis of natural gas price: The case of North American market," Physica A: Statistical Mechanics and its Applications, Elsevier, vol. 462(C), pages 1-11.
    6. Liu, Chuang & Zhou, Wei-Xing & Yuan, Wei-Kang, 2010. "Statistical properties of visibility graph of energy dissipation rates in three-dimensional fully developed turbulence," Physica A: Statistical Mechanics and its Applications, Elsevier, vol. 389(13), pages 2675-2681.
    7. Raphael Raymond Bar-On, 1999. "The Measurement of Seasonality and its Economic Impacts," Tourism Economics, , vol. 5(4), pages 437-458, December.
    8. Yang, Yue & Wang, Jianbo & Yang, Huijie & Mang, Jingshi, 2009. "Visibility graph approach to exchange rate series," Physica A: Statistical Mechanics and its Applications, Elsevier, vol. 388(20), pages 4431-4437.
    9. repec:bla:pacecr:v:8:y:2003:i:3:p:289-303 is not listed on IDEAS
    10. Long, Yu, 2013. "Visibility graph network analysis of gold price time series," Physica A: Statistical Mechanics and its Applications, Elsevier, vol. 392(16), pages 3374-3384.
    11. Pavlovich, Kathryn, 2014. "A rhizomic approach to tourism destination evolution and transformation," Tourism Management, Elsevier, vol. 41(C), pages 1-8.
    12. Wang, Na & Li, Dong & Wang, Qiwen, 2012. "Visibility graph analysis on quarterly macroeconomic series of China based on complex network theory," Physica A: Statistical Mechanics and its Applications, Elsevier, vol. 391(24), pages 6543-6555.
    13. Erkuş-Öztürk, Hilal & Eraydın, Ayda, 2010. "Environmental governance for sustainable tourism development: Collaborative networks and organisation building in the Antalya tourism region," Tourism Management, Elsevier, vol. 31(1), pages 113-124.
    14. Denicolai, Stefano & Cioccarelli, Gabriele & Zucchella, Antonella, 2010. "Resource-based local development and networked core-competencies for tourism excellence," Tourism Management, Elsevier, vol. 31(2), pages 260-266.
    15. Arnaboldi, Michela & Spiller, Nicola, 2011. "Actor-network theory and stakeholder collaboration: The case of Cultural Districts," Tourism Management, Elsevier, vol. 32(3), pages 641-654.
    16. Martín Gómez Ravetti & Laura C Carpi & Bruna Amin Gonçalves & Alejandro C Frery & Osvaldo A Rosso, 2014. "Distinguishing Noise from Chaos: Objective versus Subjective Criteria Using Horizontal Visibility Graph," PLOS ONE, Public Library of Science, vol. 9(9), pages 1-15, September.
    17. Halinen, Aino & Tornroos, Jan-Ake, 2005. "Using case methods in the study of contemporary business networks," Journal of Business Research, Elsevier, vol. 58(9), pages 1285-1297, September.
    18. R. A. Thiétart & B. Forgues, 1995. "Chaos Theory and Organization," Organization Science, INFORMS, vol. 6(1), pages 19-31, February.
    19. Nicole E Coviello, 2006. "The network dynamics of international new ventures," Journal of International Business Studies, Palgrave Macmillan;Academy of International Business, vol. 37(5), pages 713-731, September.
    20. Baggio, Rodolfo & Sainaghi, Ruggero, 2016. "Mapping time series into networks as a tool to assess the complex dynamics of tourism systems," Tourism Management, Elsevier, vol. 54(C), pages 23-33.
    21. Miguéns, J.I.L. & Mendes, J.F.F., 2008. "Travel and tourism: Into a complex network," Physica A: Statistical Mechanics and its Applications, Elsevier, vol. 387(12), pages 2963-2971.
    Full references (including those not matched with items on IDEAS)

    Citations

    Citations are extracted by the CitEc Project, subscribe to its RSS feed for this item.
    as


    Cited by:

    1. Jiang, Qijie & McCabe, Scott, 2021. "Information technology and destination performance: Examining the role of dynamic capabilities," Annals of Tourism Research, Elsevier, vol. 91(C).
    2. Sainaghi, Ruggero & Baggio, Rodolfo, 2020. "Substitution threat between Airbnb and hotels: Myth or reality?," Annals of Tourism Research, Elsevier, vol. 83(C).
    3. Chien-Chiang Lee & Mei-Ping Chen & Yi-Ting Peng, 2021. "Tourism development and happiness: International evidence," Tourism Economics, , vol. 27(5), pages 1101-1136, August.
    4. Hwayoon Seok & George A. Barnett & Yoonjae Nam, 2021. "A social network analysis of international tourism flow," Quality & Quantity: International Journal of Methodology, Springer, vol. 55(2), pages 419-439, April.
    5. Silvia Emili & Federica Galli, 2023. "Spatial and cross-sectoral input spillover effects: the case of the Italian tourism industry," Journal of Productivity Analysis, Springer, vol. 59(3), pages 243-258, June.
    6. César Daniel Aguilar-Becerra & Oscar Frausto-Martínez & Hernando Avilés-Pineda & Jair J. Pineda-Pineda & Jennifer Caroline Soares & Maximino Reyes Umaña, 2019. "Path Dependence and Social Network Analysis on Evolutionary Dynamics of Tourism in Coastal Rural Communities," Sustainability, MDPI, vol. 11(18), pages 1-23, September.
    7. Silvia Emili & Paolo Figini & Andrea Guizzardi, 2020. "Modelling international monthly tourism demand at the micro destination level with climate indicators and web-traffic data," Tourism Economics, , vol. 26(7), pages 1129-1151, November.
    8. Ki-Hong Choi & Insin Kim, 2021. "Co-Movement between Tourist Arrivals of Inbound Tourism Markets in South Korea: Applying the Dynamic Copula Method Using Secondary Time Series Data," Sustainability, MDPI, vol. 13(3), pages 1-13, January.

    Most related items

    These are the items that most often cite the same works as this one and are cited by the same works as this one.
    1. Dai, Peng-Fei & Xiong, Xiong & Zhou, Wei-Xing, 2019. "Visibility graph analysis of economy policy uncertainty indices," Physica A: Statistical Mechanics and its Applications, Elsevier, vol. 531(C).
    2. Liu, Hao-Ran & Li, Ming-Xia & Zhou, Wei-Xing, 2024. "Visibility graph analysis of the grains and oilseeds indices," Physica A: Statistical Mechanics and its Applications, Elsevier, vol. 650(C).
    3. Shengli, Liu & Yongtu, Liang, 2019. "Exploring the temporal structure of time series data for hazardous liquid pipeline incidents based on complex network theory," International Journal of Critical Infrastructure Protection, Elsevier, vol. 26(C).
    4. Xu, Paiheng & Zhang, Rong & Deng, Yong, 2018. "A novel visibility graph transformation of time series into weighted networks," Chaos, Solitons & Fractals, Elsevier, vol. 117(C), pages 201-208.
    5. Xu, Paiheng & Zhang, Rong & Deng, Yong, 2017. "A novel weight determination method for time series data aggregation," Physica A: Statistical Mechanics and its Applications, Elsevier, vol. 482(C), pages 42-55.
    6. Chen, Shiyu & Hu, Yong & Mahadevan, Sankaran & Deng, Yong, 2014. "A visibility graph averaging aggregation operator," Physica A: Statistical Mechanics and its Applications, Elsevier, vol. 403(C), pages 1-12.
    7. Wang, Minggang & Tian, Lixin, 2016. "From time series to complex networks: The phase space coarse graining," Physica A: Statistical Mechanics and its Applications, Elsevier, vol. 461(C), pages 456-468.
    8. An, Haizhong & Gao, Xiangyun & Fang, Wei & Huang, Xuan & Ding, Yinghui, 2014. "The role of fluctuating modes of autocorrelation in crude oil prices," Physica A: Statistical Mechanics and its Applications, Elsevier, vol. 393(C), pages 382-390.
    9. Sigfusson, Thor & Harris, Simon, 2013. "Domestic market context and international entrepreneurs’ relationship portfolios," International Business Review, Elsevier, vol. 22(1), pages 243-258.
    10. De Carlo, Manuela & Ferilli, Guido & d'Angella, Francesca & Buscema, Massimo, 2021. "Artificial intelligence to design collaborative strategy: An application to urban destinations," Journal of Business Research, Elsevier, vol. 129(C), pages 936-948.
    11. Tamara Galkina & Irina Atkova, 2020. "Effectual Networks as Complex Adaptive Systems: Exploring Dynamic and Structural Factors of Emergence," Entrepreneurship Theory and Practice, , vol. 44(5), pages 964-995, September.
    12. Stephan Gerschewski & Yong Kyu Lew & Zaheer Khan & Byung Il Park, 2018. "Post-Entry Performance of International New Ventures: The Mediating Role of Learning Orientation," John H Dunning Centre for International Business Discussion Papers jhd-dp2018-06, Henley Business School, University of Reading.
    13. Zhang, Rong & Ashuri, Baabak & Shyr, Yu & Deng, Yong, 2018. "Forecasting Construction Cost Index based on visibility graph: A network approach," Physica A: Statistical Mechanics and its Applications, Elsevier, vol. 493(C), pages 239-252.
    14. Gore, Surabhi & Borde, Nilesh & Desai, Purva Hegde & George, Babu, 2022. "A Structured Literature Review of the Tourism Area Life Cycle Concept," Journal of Tourism, Sustainability and Well-being, Cinturs - Research Centre for Tourism, Sustainability and Well-being, University of Algarve, vol. 10(1), pages 1-20.
    15. Zavattaro, Staci M. & Daspit, Joshua J. & Adams, Frank G., 2015. "Assessing managerial methods for evaluating place brand equity: A qualitative investigation," Tourism Management, Elsevier, vol. 47(C), pages 11-21.
    16. Hätönen, Jussi, 2009. "Making the locational choice: A case approach to the development of a theory of offshore outsourcing and internationalization," Journal of International Management, Elsevier, vol. 15(1), pages 61-76, March.
    17. Milanov, Hana & Fernhaber, Stephanie A., 2009. "The impact of early imprinting on the evolution of new venture networks," Journal of Business Venturing, Elsevier, vol. 24(1), pages 46-61, January.
    18. Casanueva, Cristóbal & Gallego, Ángeles & Castro, Ignacio & Sancho, María, 2014. "Airline alliances: Mobilizing network resources," Tourism Management, Elsevier, vol. 44(C), pages 88-98.
    19. Ömer Akgüller & Mehmet Ali Balcı & Larissa M. Batrancea & Lucian Gaban, 2023. "Path-Based Visibility Graph Kernel and Application for the Borsa Istanbul Stock Network," Mathematics, MDPI, vol. 11(6), pages 1-25, March.
    20. Nicole Coviello & Martin Cox, 2006. "The resource dynamics of international new venture networks," Journal of International Entrepreneurship, Springer, vol. 4(2), pages 113-132, September.

    Corrections

    All material on this site has been provided by the respective publishers and authors. You can help correct errors and omissions. When requesting a correction, please mention this item's handle: RePEc:eee:touman:v:63:y:2017:i:c:p:368-382. See general information about how to correct material in RePEc.

    If you have authored this item and are not yet registered with RePEc, we encourage you to do it here. This allows to link your profile to this item. It also allows you to accept potential citations to this item that we are uncertain about.

    If CitEc recognized a bibliographic reference but did not link an item in RePEc to it, you can help with this form .

    If you know of missing items citing this one, you can help us creating those links by adding the relevant references in the same way as above, for each refering item. If you are a registered author of this item, you may also want to check the "citations" tab in your RePEc Author Service profile, as there may be some citations waiting for confirmation.

    For technical questions regarding this item, or to correct its authors, title, abstract, bibliographic or download information, contact: Catherine Liu (email available below). General contact details of provider: https://www.journals.elsevier.com/tourism-management .

    Please note that corrections may take a couple of weeks to filter through the various RePEc services.

    IDEAS is a RePEc service. RePEc uses bibliographic data supplied by the respective publishers.